{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Strategy Combination\n",
    "\n",
    "This notebook creates a parent strategy(combined) with 2 child strategies(Equal Weight, Inv Vol).\n",
    "\n",
    "Alternatively, it creates the 2 child strategies, runs the backtest, combines the results, and creates a parent strategy using both of the backtests. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import ffn\n",
    "import bt \n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create fake data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 251,
       "width": 376
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "rf = 0.04\n",
    "np.random.seed(1)\n",
    "mus = np.random.normal(loc=0.05,scale=0.02,size=5) + rf\n",
    "sigmas = (mus - rf)/0.3 + np.random.normal(loc=0.,scale=0.01,size=5)\n",
    "\n",
    "num_years = 10\n",
    "num_months_per_year = 12\n",
    "num_days_per_month = 21\n",
    "num_days_per_year = num_months_per_year*num_days_per_month\n",
    "\n",
    "rdf = pd.DataFrame(\n",
    "    index = pd.date_range(\n",
    "        start=\"2008-01-02\",\n",
    "        periods=num_years*num_months_per_year*num_days_per_month,\n",
    "        freq=\"B\"\n",
    "    ),\n",
    "    columns=['foo','bar','baz','fake1','fake2']\n",
    ")\n",
    "\n",
    "for i,mu in enumerate(mus):\n",
    "    sigma = sigmas[i]\n",
    "    rdf.iloc[:,i] = np.random.normal(\n",
    "        loc=mu/num_days_per_year,\n",
    "        scale=sigma/np.sqrt(num_days_per_year),\n",
    "        size=rdf.shape[0]\n",
    "    )\n",
    "pdf = np.cumprod(1+rdf)*100\n",
    "pdf.iloc[0,:] = 100\n",
    "\n",
    "pdf.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "strategy_names = np.array(\n",
    "    [\n",
    "        'Equal Weight',\n",
    "        'Inv Vol'\n",
    "    ]\n",
    ")\n",
    "\n",
    "runMonthlyAlgo = bt.algos.RunMonthly(\n",
    "    run_on_first_date=True,\n",
    "    run_on_end_of_period=True\n",
    ")\n",
    "selectAllAlgo = bt.algos.SelectAll()\n",
    "rebalanceAlgo = bt.algos.Rebalance()\n",
    "\n",
    "strats = []\n",
    "tests = []\n",
    "\n",
    "for i,s in enumerate(strategy_names):\n",
    "    if s == \"Equal Weight\":\n",
    "        wAlgo = bt.algos.WeighEqually()\n",
    "    elif s == \"Inv Vol\":\n",
    "        wAlgo = bt.algos.WeighInvVol()\n",
    "    \n",
    "    strat = bt.Strategy(\n",
    "        str(s),\n",
    "        [\n",
    "            runMonthlyAlgo,\n",
    "            selectAllAlgo,\n",
    "            wAlgo,\n",
    "            rebalanceAlgo\n",
    "        ]\n",
    "    )\n",
    "    strats.append(strat)\n",
    "        \n",
    "    t = bt.Backtest(\n",
    "        strat,\n",
    "        pdf,\n",
    "        integer_positions = False,\n",
    "        progress_bar=False\n",
    "    )\n",
    "    tests.append(t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "combined_strategy = bt.Strategy(\n",
    "    'Combined',\n",
    "    algos = [\n",
    "        runMonthlyAlgo,\n",
    "        selectAllAlgo,\n",
    "        bt.algos.WeighEqually(),\n",
    "        rebalanceAlgo\n",
    "    ],\n",
    "    children = [x.strategy for x in tests]\n",
    ")\n",
    "\n",
    "combined_test = bt.Backtest(\n",
    "    combined_strategy,\n",
    "    pdf,\n",
    "    integer_positions = False,\n",
    "    progress_bar = False\n",
    ")\n",
    "\n",
    "res = bt.run(combined_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 251,
       "width": 376
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res.prices.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 253,
       "width": 380
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res.get_security_weights().plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to get the weights of each strategy, you can run each strategy, get the prices for each strategy, combine them into one price dataframe, run the combined strategy on the new data set. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "strategy_names = np.array(\n",
    "    [\n",
    "        'Equal Weight',\n",
    "        'Inv Vol'\n",
    "    ]\n",
    ")\n",
    "\n",
    "runMonthlyAlgo = bt.algos.RunMonthly(\n",
    "    run_on_first_date=True,\n",
    "    run_on_end_of_period=True\n",
    ")\n",
    "selectAllAlgo = bt.algos.SelectAll()\n",
    "rebalanceAlgo = bt.algos.Rebalance()\n",
    "\n",
    "strats = []\n",
    "tests = []\n",
    "results = []\n",
    "\n",
    "for i,s in enumerate(strategy_names):\n",
    "    if s == \"Equal Weight\":\n",
    "        wAlgo = bt.algos.WeighEqually()\n",
    "    elif s == \"Inv Vol\":\n",
    "        wAlgo = bt.algos.WeighInvVol()\n",
    "    \n",
    "    strat = bt.Strategy(\n",
    "        s,\n",
    "        [\n",
    "            runMonthlyAlgo,\n",
    "            selectAllAlgo,\n",
    "            wAlgo,\n",
    "            rebalanceAlgo\n",
    "        ]\n",
    "    )\n",
    "    strats.append(strat)\n",
    "        \n",
    "    t = bt.Backtest(\n",
    "        strat,\n",
    "        pdf,\n",
    "        integer_positions = False,\n",
    "        progress_bar=False\n",
    "    )\n",
    "    tests.append(t)\n",
    "    \n",
    "    res = bt.run(t)\n",
    "    results.append(res)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 879
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(nrows=1,ncols=1)\n",
    "for i,r in enumerate(results):\n",
    "    r.plot(ax=ax)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "merged_prices_df = bt.merge(results[0].prices,results[1].prices)\n",
    "\n",
    "combined_strategy = bt.Strategy(\n",
    "    'Combined',\n",
    "    algos = [\n",
    "        runMonthlyAlgo,\n",
    "        selectAllAlgo,\n",
    "        bt.algos.WeighEqually(),\n",
    "        rebalanceAlgo\n",
    "    ]\n",
    ")\n",
    "\n",
    "combined_test = bt.Backtest(\n",
    "    combined_strategy,\n",
    "    merged_prices_df,\n",
    "    integer_positions = False,\n",
    "    progress_bar = False\n",
    ")\n",
    "\n",
    "res = bt.run(combined_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 320,
       "width": 879
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res.plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 251,
       "width": 373
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "res.get_security_weights().plot();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
